There's just no such thing as a "solid foundation" in complex systems. Even trying to reason ontologically and create a cardinality of concepts in that way, when you're dealing with non-reducible emergent properties within that system interacting, is a much harder problem than people intuit. In fact, there's a whole field of study on this problem, around complexity and emergence. Santa Fe Institute specializes in this research.